Least-Squares Neural Network Least-Squares Neural Networks: Revolutionizing How AI Solves Complex Engineering Equations Explore the Least-Squares Neural Network (LSNN) method, an AI-driven approach using ReLU neural networks to accurately solve hyperbolic PDEs, capturing shock features without traditional limitations for engineering and scientific applications.